Multisensor Fusion for Sensory Intelligence in Robotics
نویسندگان
چکیده
We will present case studies in the fusion of di erent sensory types on arm and mobile robots We will rst present a system in which an infrared heat sensor and ultrasonic sensors mounted on a mobile robot are used together to detect human intruders In this case mul tisensor fusion is necessitated by the fact that each sensor by itself is inadequate for the mission The signals from the di erent sensors are fed into a neural network that makes the intruder no intruder decision Our second case study concerns the use of multiple sensors in a robotic workcell for the purpose of recog nizing and localizing complex objects using the small est number of look angles Our nal case study will discuss a D vision system for fast object recognition in which range and color are fused in a manner that results in highly computationally e cient algorithms for object recognition
منابع مشابه
Multisensor Fusion and Integration
Multisensor fusion and integration is a rapidly evolving research area and requires interdisciplinary knowledge in control theory, signal processing, artificial intelligence, probability and statistics, etc. The advantages gained through the use of redundant, complementary, or more timely information in a system can provide more reliable and accurate information. This paper provides an overview...
متن کاملMultisensor Data Fusion Strategies for Advanced Driver Assistance Systems
Multisensor data fusion and integration is a rapidly evolving research area that requires interdisciplinary knowledge in control theory, signal processing, artificial intelligence, probability and statistics, etc. Multisensor data fusion refers to the synergistic combination of sensory data from multiple sensors and related information to provide more reliable and accurate information than coul...
متن کاملFusing range and intensity images for mobile robot localization
In this paper, we present the two-dimensional (2-D) version of the symmetries and perturbation model (SPmodel), a probabilistic representation model and an EKF integration mechanism for uncertain geometric information that is suitable for sensor fusion and integration in multisensor systems. We apply the SPmodel to the problem of location estimation in indoor mobile robotics, experimenting with...
متن کاملA New Method for Multisensor Data Fusion Based on Wavelet Transform in a Chemical Plant
This paper presents a new multi-sensor data fusion method based on the combination of wavelet transform (WT) and extended Kalman filter (EKF). Input data are first filtered by a wavelet transform via Daubechies wavelet “db4” functions and the filtered data are then fused based on variance weights in terms of minimum mean square error. The fused data are finally treated by extended Kalman filter...
متن کاملFeature Dimension Reduction of Multisensor Data Fusion using Principal Component Fuzzy Analysis
These days, the most important areas of research in many different applications, with different tools, are focused on how to get awareness. One of the serious applications is the awareness of the behavior and activities of patients. The importance is due to the need of ubiquitous medical care for individuals. That the doctor knows the patient's physical condition, sometimes is very important. O...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 1996